Advanced CMP conditioner design requires investigations of key conditioner manufacturing parameters and their effects on pad surface and then wafer performance. In the present investigation, diamond shape, concentration, distribution, and other key manufacturing parameters are considered to improve CMP process stability and conditioner life. Self avoiding random distribution ($SARD^{TM}$) of diamond abrasives has been developed and both numerical simulation and experimental results show very stable and reliable polishing performance.